RRepoGEO

REPOGEO REPORT · LITE

zackees/transcribe-anything

Default branch main · commit bfbdfc88 · scanned 5/28/2026, 12:52:35 PM

GitHub: 1,318 stars · 132 forks

AI VISIBILITY SCORE
35 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
1 pass · 1 warn · 0 fail
Objective metadata checks
AI knows your name
3 / 3
Direct prompts that named your repo
HOW TO READ THIS REPORT

Action plan is what to do next — copy-pasteable changes prioritized by impact. Category visibility is the real GEO test: when a user asks an AI a brand-free question that should surface zackees/transcribe-anything, does the AI actually recommend you — or your competitors? Objective checks verify the metadata signals AI engines weight first. Self-mention check detects whether AI even knows you exist by name.

Action plan — copy-paste fixes

3 prioritized changes generated by gemini-2.5-flash. Mark items done after you ship the fix.

OVERALL DIRECTION
  • hightopics#1
    Add relevant topics to the repository

    Why:

    CURRENT
    (none)
    COPY-PASTE FIX
    whisper, transcription, ai, speech-to-text, audio-transcription, macos, windows, speaker-diarization, local-ai, privacy
  • highreadme#2
    Reposition the README's opening to clarify it's a local app

    Why:

    CURRENT
    The current opening of the README after the title and before the first content section.
    COPY-PASTE FIX
    # transcribe-anything

A blazing-fast, multi-backend Whisper AI application for local, private audio and video transcription. Optimized for Mac-arm and Windows, it offers easy installation and advanced features like speaker diarization, all completely free.

[](https://github.com/zackees/transcribe-anything/actions/workflows/test_macos.yml)
[](https://github.com/zackees/transcribe-anything/actions/workflows/test_win.yml)
[](https://github.com/zackees/transcribe-anything/actions/workflows/test_ubuntu.yml)
[](https://github.com/zackees/transcribe-anything/actions/workflows/lint.yml)

### USES WHISPER AI
  • mediumhomepage#3
    Add the repository URL as the homepage

    Why:

    CURRENT
    (none)
    COPY-PASTE FIX
    https://github.com/zackees/transcribe-anything

Category GEO backends resolved for this scan: google/gemini-2.5-flash, deepseek/deepseek-v4-flash

Category visibility — the real GEO test

Brand-free queries asked to google/gemini-2.5-flash. Did AI recommend you, or someone else?

Same questions for every model — switch tabs to compare answers and rankings.

Recall
0 / 2
0% of queries surface zackees/transcribe-anything
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
AssemblyAI
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. AssemblyAI · recommended 2×
  2. Deepgram · recommended 2×
  3. openai/whisper · recommended 1×
  4. Uberi/speech_recognition · recommended 1×
  5. alphacep/vosk-api · recommended 1×
  • CATEGORY QUERY
    What's a fast, private tool for transcribing audio from local files or URLs?
    you: not recommended
    AI recommended (in order):
    1. Whisper (openai/whisper)
    2. AssemblyAI
    3. Deepgram
    4. SpeechRecognition (Uberi/speech_recognition)
    5. Vosk (alphacep/vosk-api)

    AI recommended 5 alternatives but never named zackees/transcribe-anything. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for a performant audio transcription service with speaker separation, especially on macOS.
    you: not recommended
    AI recommended (in order):
    1. Whisper (OpenAI)
    2. AssemblyAI
    3. Deepgram
    4. Google Cloud Speech-to-Text
    5. AWS Transcribe
    6. Azure Cognitive Services Speech

    AI recommended 6 alternatives but never named zackees/transcribe-anything. This is the gap to close.

    Show full AI answer

Objective checks

Rule-based audits of metadata signals AI engines weight most.

  • Metadata completeness
    warn

    Suggestion:

  • README presence
    pass

Self-mention check

Does AI even know your repo exists when asked about it directly?

  • Compared to common alternatives in this category, what is the core differentiator of zackees/transcribe-anything?
    pass
    AI named zackees/transcribe-anything explicitly

    AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

  • If a team adopts zackees/transcribe-anything in production, what risks or prerequisites should they evaluate first?
    pass
    AI named zackees/transcribe-anything explicitly

    AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

  • In one sentence, what problem does the repo zackees/transcribe-anything solve, and who is the primary audience?
    pass
    AI named zackees/transcribe-anything explicitly

    AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

Embed your GEO score

Drop this badge into the README of zackees/transcribe-anything. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

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MARKDOWN (README)
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  • Brand-free category queries5 vs 2 in Lite
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